{"id":"W4385078916","doi":"10.1109/iwcmc58020.2023.10183259","title":"IWCMC 2023 Keynote Speakers","year":2023,"lang":"en","type":"article","venue":"","topic":"Wireless Signal Modulation Classification","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"Office of Naval Research; Megagrants; King Abdullah University of Science and Technology; Defense Advanced Research Projects Agency; Eidgenössische Technische Hochschule Zürich; California Institute of Technology","keywords":"Computer science; Linguistics; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003448525,0.001691207,0.001060643,0.00200406,0.001404615,0.005851109,0.002234211,0.002552229,0.4000902],"category_scores_gemma":[0.00572316,0.0004416727,0.0009977197,0.001464078,0.0005866915,0.003518244,0.003376211,0.002905241,0.2973245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001772326,"about_ca_system_score_gemma":0.002869998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004717111,"about_ca_topic_score_gemma":0.00679422,"domain_scores_codex":[0.9985585,0.0001803578,0.00006753078,0.0003248877,0.0006235474,0.0002453336],"domain_scores_gemma":[0.9961601,0.0003136331,0.00008949624,0.0003850689,0.001857289,0.001194373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001003987,0.00003562551,0.0001216071,0.00009557166,0.00001042747,0.00008117206,0.00001995142,0.0004526212,0.001195956,0.004714314,0.9167404,0.07643184],"study_design_scores_gemma":[0.00001906108,0.00002841933,0.0001764372,0.00006116404,0.000006557386,0.00005359714,0.00003666129,0.00184666,0.0007946752,0.003347592,0.9936156,0.00001349776],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004954902,0.00951513,0.08049686,0.06007289,0.2041019,0.001019129,0.02597294,0.01901163,0.5948546],"genre_scores_gemma":[0.01796672,0.003953028,0.02507034,0.004703463,0.01850789,0.000487841,0.0274685,0.00520025,0.896642],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5999098,"threshold_uncertainty_score":0.8556985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03473291307208828,"score_gpt":0.261881484934078,"score_spread":0.2271485718619898,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}